发布强化学习模型到Hugging Face Hub.

README.md

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+---
+tag:
+- LunarLander-v2
+- ppo
+- deep-reinforcement-learning
+- reinforcement-learning
+- custom-implementation
+- deep-rl-class
+model-index:
+- name: PPO
+  results:
+  - metrics:
+    - type: mean_reward
+      value: -121.77 +/- 30.58
+      name: mean_reward
+    task:
+      type: reinforcement-learning
+      name: reinforcement-learning
+    dataset:
+      name: LunarLander-v2
+      type: LunarLander-v2
+---
+
+    # 使用PPO智能体来玩 LunarLander-v2
+    
+    这是一个使用PPO训练有素的模型玩 LunarLander-v2.
+    要学习编写你自己的PPO智能体并训练它, 
+    请查阅深度强化学习课程第8单元: https://github.com/huggingface/deep-rl-class/tree/main/unit8
+    
+    # 超参数
+    ```python
+    {'exp_name': 'ppo'
+'seed': 1
+'torch_deterministic': True
+'cuda': True
+'track': False
+'wandb_project_name': 'cleanRL'
+'wandb_entity': None
+'capture_video': False
+'env_id': 'LunarLander-v2'
+'total_timesteps': 50000
+'learning_rate': 0.00025
+'num_envs': 4
+'num_steps': 128
+'anneal_lr': True
+'gae': True
+'gamma': 0.99
+'gae_lambda': 0.95
+'num_minibatches': 4
+'update_epochs': 4
+'norm_adv': True
+'clip_coef': 0.2
+'clip_vloss': True
+'ent_coef': 0.01
+'vf_coef': 0.5
+'max_grad_norm': 0.5
+'target_kl': None
+'repo_id': 'sun1638650145/PyTorch-PPO-LunarLander-v2'
+'batch_size': 512
+'minibatch_size': 128}
+    ```
+    

hyperparameters.json

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+{"env_id": "LunarLander-v2", "mean_reward": -121.77415005450985, "std_reward": 30.583650538281326, "n_evaluation_episodes": 10, "eval_datetime": "2022-08-12T10:48:22.717841"}

logs/events.out.tfevents.1660272473.sunruiqideMacBook-Pro-2020.local.37073.0

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+size 111642

model.pt

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